Multimodal Digital Phenotyping Study in Patients With Major Depressive Episodes and Healthy Controls (Mobile Monitoring of Mood): Observational Longitudinal Study
Our work shows the important features for future analyses of behavioral markers of mood disorders. However, among outpatients with mild to moderate depressive disorders, the group-level differences from healthy controls in any single modality remain relatively modest. Therefore, future studies need to combine data from multiple modalities to detect more subtle differences and identify individualized signatures. The high dropout rates for longer study periods remain a challenge and limit the generalizability.
Authors
- Richard K. Darst (ORCID: https://orcid.org/0000-0002-0402-7994)
- Talayeh Aledavood (ORCID: https://orcid.org/0000-0002-0110-5694)
- Ilya Baryshnikov (ORCID: https://orcid.org/0000-0001-6229-6116)
- Erkki Isometsä (ORCID: https://orcid.org/0000-0001-5956-2399)
- Arsi Ikäheimonen (ORCID: https://orcid.org/0000-0002-1617-6911)
- Outi Saleva
- Annasofia Martikkala
- Kirsi Riihimäki (ORCID: https://orcid.org/0000-0003-3913-5968)
- Ana María Triana (ORCID: https://orcid.org/0000-0002-5006-3021)
- Roope Heikkilä (ORCID: https://orcid.org/0000-0002-2125-577X)
- Nguyen Luong (ORCID: https://orcid.org/0000-0003-0122-0286)
- Joel Holmén
Institutions
- University of Helsinki (FI)
- University of Turku (FI)
- Turku University Hospital (FI)
- Finnish Institute for Health and Welfare (FI)
- Department of Social Services (AU)
- Hospital District of Helsinki and Uusimaa (FI)
- Aalto University (FI)
Publication Details
- Journal
- JMIR Mental Health
- Published
- 2024-12-04
- DOI
- https://doi.org/10.2196/63622
- Citations
- 12
- Primary Topic
- Digital Mental Health Interventions
- Type
- article
- Field-Weighted Citation Impact
- 4.92